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Oct 13 · Tuesday

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  1. AttacksarXiv 2605.30040

    研究揭示 LLM 按 token 计费可被服务商系统性虚报

    构造可通过计费审计的 token 虚报,使服务商系统性超收

    Published
    Evaluated models
    PALACE domain-adapted auditor
    Abstract不诚实提供方可在三种 token 审计上虚报并通过检查,作者认为需改用提供方不控制的证据。

    不透明 LLM 的按 token 计费里,现有审计核验的是提供方可控的证据,不诚实提供方可以虚报并通过检查。。

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  2. AttacksarXiv 2605.13338

    研究者提出层级遗传算法黑盒攻击,诱导推理模型过度思考

    提出层级遗传算法 HGA,扰动题目逻辑结构诱发推理模型过度思考

    Published
    Attacker
    Black-box
    Evaluated models
    DeepSeek-R1 (671B), Qwen3-Thinking, GPT-o3 and others5

    AbstractHGA 在黑盒推理模型上用逻辑扰动拉长输出,作者称可从小代理迁移,查询成本是其局限。

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